Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	1366
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	0.1%
Total size in memory	267.1 KiB
Average record size in memory	200.2 B

Variable types

Numeric	21

Alerts

Dataset has 1 (0.1%) duplicate rows	Duplicates
`people_vaccinated` is highly overall correlated with `total_vaccinations_per_hundred` and 10 other fields	High correlation
`total_vaccinations_per_hundred` is highly overall correlated with `people_vaccinated` and 8 other fields	High correlation
`stringency_index` is highly overall correlated with `people_vaccinated` and 12 other fields	High correlation
`weekly_hosp_admissions_per_million` is highly overall correlated with `new_tests_smoothed` and 8 other fields	High correlation
`new_tests_smoothed` is highly overall correlated with `stringency_index` and 10 other fields	High correlation
`people_vaccinated_per_hundred` is highly overall correlated with `people_vaccinated` and 8 other fields	High correlation
`weekly_icu_admissions` is highly overall correlated with `weekly_hosp_admissions_per_million` and 8 other fields	High correlation
`hosp_patients_per_million` is highly overall correlated with `weekly_hosp_admissions_per_million` and 8 other fields	High correlation
`icu_patients` is highly overall correlated with `stringency_index` and 9 other fields	High correlation
`tests_per_case` is highly overall correlated with `people_vaccinated` and 16 other fields	High correlation
`people_fully_vaccinated` is highly overall correlated with `people_vaccinated` and 10 other fields	High correlation
`total_cases_per_million` is highly overall correlated with `people_vaccinated` and 10 other fields	High correlation
`total_boosters_per_hundred` is highly overall correlated with `people_vaccinated` and 10 other fields	High correlation
`people_fully_vaccinated_per_hundred` is highly overall correlated with `people_vaccinated` and 8 other fields	High correlation
`total_boosters` is highly overall correlated with `people_vaccinated` and 11 other fields	High correlation
`weekly_icu_admissions_per_million` is highly overall correlated with `stringency_index` and 9 other fields	High correlation
`icu_patients_per_million` is highly overall correlated with `stringency_index` and 9 other fields	High correlation
`total_cases` is highly overall correlated with `people_vaccinated` and 10 other fields	High correlation
`total_vaccinations` is highly overall correlated with `people_vaccinated` and 10 other fields	High correlation
`hosp_patients` is highly overall correlated with `weekly_hosp_admissions_per_million` and 8 other fields	High correlation
`new_deaths` is highly overall correlated with `stringency_index` and 9 other fields	High correlation
`people_vaccinated` has 338 (24.7%) zeros	Zeros
`total_vaccinations_per_hundred` has 347 (25.4%) zeros	Zeros
`stringency_index` has 272 (19.9%) zeros	Zeros
`weekly_hosp_admissions_per_million` has 56 (4.1%) zeros	Zeros
`new_tests_smoothed` has 468 (34.3%) zeros	Zeros
`people_vaccinated_per_hundred` has 347 (25.4%) zeros	Zeros
`weekly_icu_admissions` has 67 (4.9%) zeros	Zeros
`hosp_patients_per_million` has 51 (3.7%) zeros	Zeros
`icu_patients` has 54 (4.0%) zeros	Zeros
`tests_per_case` has 469 (34.3%) zeros	Zeros
`people_fully_vaccinated` has 347 (25.4%) zeros	Zeros
`total_boosters_per_hundred` has 387 (28.3%) zeros	Zeros
`people_fully_vaccinated_per_hundred` has 356 (26.1%) zeros	Zeros
`total_boosters` has 363 (26.6%) zeros	Zeros
`weekly_icu_admissions_per_million` has 67 (4.9%) zeros	Zeros
`icu_patients_per_million` has 54 (4.0%) zeros	Zeros
`total_vaccinations` has 338 (24.7%) zeros	Zeros
`hosp_patients` has 51 (3.7%) zeros	Zeros
`new_deaths` has 19 (1.4%) zeros	Zeros

Reproduction

Analysis started	2023-10-22 11:30:07.706176
Analysis finished	2023-10-22 11:30:47.822206
Duration	40.12 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

people_vaccinated
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1028
Distinct (%)	75.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0658198 × 10¹⁰

Minimum	0
Maximum	2.0521728 × 10¹⁰
Zeros	338
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.5
median	1.4981407 × 10¹⁰
Q3	1.8702228 × 10¹⁰
95-th percentile	1.9178431 × 10¹⁰
Maximum	2.0521728 × 10¹⁰
Range	2.0521728 × 10¹⁰
Interquartile range (IQR)	1.8702228 × 10¹⁰

Descriptive statistics

Standard deviation	8.5300688 × 10⁹
Coefficient of variation (CV)	0.80032938
Kurtosis	-1.7884883
Mean	1.0658198 × 10¹⁰
Median Absolute Deviation (MAD)	4.1620046 × 10⁹
Skewness	-0.27081473
Sum	1.4559098 × 10¹³
Variance	7.2762074 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	338	24.7%
4	2	0.1%
1.892215803 × 10¹⁰	1	0.1%
1.904951449 × 10¹⁰	1	0.1%
1.898268738 × 10¹⁰	1	0.1%
1.886053076 × 10¹⁰	1	0.1%
1.897340489 × 10¹⁰	1	0.1%
1.907878553 × 10¹⁰	1	0.1%
1.896818696 × 10¹⁰	1	0.1%
1.899064081 × 10¹⁰	1	0.1%
Other values (1018)	1018	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	338	24.7%
4	2	0.1%
5	1	0.1%
10	1	0.1%
28	1	0.1%
39	1	0.1%
40	1	0.1%
56	1	0.1%
60	1	0.1%
147316	1	0.1%

Value	Count	Frequency (%)
2.052172793 × 10¹⁰	1	0.1%
2.047270104 × 10¹⁰	1	0.1%
2.041170943 × 10¹⁰	1	0.1%
2.040778457 × 10¹⁰	1	0.1%
2.034131371 × 10¹⁰	1	0.1%
2.030446307 × 10¹⁰	1	0.1%
2.025998364 × 10¹⁰	1	0.1%
2.023128478 × 10¹⁰	1	0.1%
2.021771874 × 10¹⁰	1	0.1%
2.018900507 × 10¹⁰	1	0.1%

total_vaccinations_per_hundred
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1019
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6801.8614

Minimum	0
Maximum	17775.7
Zeros	347
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6730.995
Q3	12072.193
95-th percentile	15404.698
Maximum	17775.7
Range	17775.7
Interquartile range (IQR)	12072.193

Descriptive statistics

Standard deviation	5706.1451
Coefficient of variation (CV)	0.83890935
Kurtosis	-1.4583754
Mean	6801.8614
Median Absolute Deviation (MAD)	6189.775
Skewness	0.10583195
Sum	9291342.6
Variance	32560092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	25.4%
12735.8	2	0.1%
11594.27	1	0.1%
11456.1	1	0.1%
13835.41	1	0.1%
10835.63	1	0.1%
13328.66	1	0.1%
12855.79	1	0.1%
12143.14	1	0.1%
11968.04	1	0.1%
Other values (1009)	1009	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	25.4%
0.02	1	0.1%
0.03	1	0.1%
0.26	1	0.1%
0.3	1	0.1%
0.43	1	0.1%
0.68	1	0.1%
0.77	1	0.1%
0.93	1	0.1%
1.42	1	0.1%

Value	Count	Frequency (%)
17775.7	1	0.1%
17686.02	1	0.1%
17624.61	1	0.1%
17602.89	1	0.1%
17472.05	1	0.1%
17306.39	1	0.1%
17216.9	1	0.1%
17059.68	1	0.1%
16990.57	1	0.1%
16954.19	1	0.1%

stringency_index
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1063
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6180.4312

Minimum	0
Maximum	14419.05
Zeros	272
Zeros (%)	19.9%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2772.655
median	7935.765
Q3	9928.21
95-th percentile	12148.4
Maximum	14419.05
Range	14419.05
Interquartile range (IQR)	7155.555

Descriptive statistics

Standard deviation	4334.5175
Coefficient of variation (CV)	0.70132931
Kurtosis	-1.3209484
Mean	6180.4312
Median Absolute Deviation (MAD)	3013.195
Skewness	-0.17185808
Sum	8442469
Variance	18788042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	272	19.9%
44.46	7	0.5%
2925.16	4	0.3%
2860.44	3	0.2%
1452.36	3	0.2%
2774.44	3	0.2%
3090.28	2	0.1%
3000	2	0.1%
3024.34	2	0.1%
3458.2	2	0.1%
Other values (1053)	1066	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	272	19.9%
25.01	2	0.1%
27.79	1	0.1%
38.9	1	0.1%
41.68	1	0.1%
44.46	7	0.5%
58.34	1	0.1%
83.34	2	0.1%
88.89	2	0.1%
116.68	1	0.1%

Value	Count	Frequency (%)
14419.05	1	0.1%
14407	1	0.1%
14394.51	1	0.1%
14390.34	1	0.1%
14385.71	1	0.1%
14370.42	1	0.1%
14365.8	1	0.1%
14341.73	1	0.1%
14335.24	1	0.1%
14326.9	1	0.1%

weekly_hosp_admissions_per_million
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1311
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1455.1886

Minimum	0
Maximum	6441.489
Zeros	56
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	46.394
Q1	618.84375
median	1158.7085
Q3	2127.0143
95-th percentile	3668.1833
Maximum	6441.489
Range	6441.489
Interquartile range (IQR)	1508.1705

Descriptive statistics

Standard deviation	1157.3477
Coefficient of variation (CV)	0.79532488
Kurtosis	1.2507
Mean	1455.1886
Median Absolute Deviation (MAD)	669.637
Skewness	1.1217991
Sum	1987787.6
Variance	1339453.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	4.1%
1987.701	1	0.1%
2174.471	1	0.1%
2178.842	1	0.1%
2188.227	1	0.1%
2193.831	1	0.1%
2213.119	1	0.1%
3172.706	1	0.1%
2187.949	1	0.1%
2237.119	1	0.1%
Other values (1301)	1301	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	4.1%
1.549	1	0.1%
19.813	1	0.1%
20.258	1	0.1%
20.371	1	0.1%
20.383	1	0.1%
20.781	1	0.1%
24.069	1	0.1%
28.338	1	0.1%
32.793	1	0.1%

Value	Count	Frequency (%)
6441.489	1	0.1%
6213.537	1	0.1%
6182.143	1	0.1%
6131.494	1	0.1%
5964.21	1	0.1%
5810.537	1	0.1%
5755.362	1	0.1%
5694.104	1	0.1%
5367.978	1	0.1%
5244.293	1	0.1%

new_tests_smoothed
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	897
Distinct (%)	65.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10821064

Minimum	0
Maximum	30977922
Zeros	468
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4042957
Q3	22892361
95-th percentile	26099890
Maximum	30977922
Range	30977922
Interquartile range (IQR)	22892361

Descriptive statistics

Standard deviation	11338269
Coefficient of variation (CV)	1.0477961
Kurtosis	-1.7870377
Mean	10821064
Median Absolute Deviation (MAD)	4042957
Skewness	0.26005438
Sum	1.4781574 × 10¹⁰
Variance	1.2855634 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	468	34.3%
220	2	0.1%
234	2	0.1%
24590768	1	0.1%
24409267	1	0.1%
24464110	1	0.1%
24506246	1	0.1%
24565708	1	0.1%
24564226	1	0.1%
24611545	1	0.1%
Other values (887)	887	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	468	34.3%
155	1	0.1%
159	1	0.1%
172	1	0.1%
177	1	0.1%
184	1	0.1%
187	1	0.1%
192	1	0.1%
213	1	0.1%
214	1	0.1%

Value	Count	Frequency (%)
30977922	1	0.1%
30815738	1	0.1%
30808520	1	0.1%
30803842	1	0.1%
30759742	1	0.1%
30705470	1	0.1%
30638767	1	0.1%
30594536	1	0.1%
30583855	1	0.1%
30554780	1	0.1%

people_vaccinated_per_hundred
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1018
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2860.7309

Minimum	0
Maximum	7539.78
Zeros	347
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2876.285
Q3	5082.16
95-th percentile	6388.4875
Maximum	7539.78
Range	7539.78
Interquartile range (IQR)	5082.16

Descriptive statistics

Standard deviation	2353.3916
Coefficient of variation (CV)	0.82265396
Kurtosis	-1.4486111
Mean	2860.7309
Median Absolute Deviation (MAD)	2498.41
Skewness	0.088803522
Sum	3907758.4
Variance	5538451.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	25.4%
1601.6	2	0.1%
0.02	2	0.1%
5484.54	1	0.1%
5026.8	1	0.1%
3907.42	1	0.1%
5105.43	1	0.1%
4633.53	1	0.1%
4445.7	1	0.1%
4305.47	1	0.1%
Other values (1008)	1008	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	25.4%
0.02	2	0.1%
0.07	1	0.1%
0.14	1	0.1%
0.31	1	0.1%
0.55	1	0.1%
0.65	1	0.1%
0.79	1	0.1%
1.29	1	0.1%
2.09	1	0.1%

Value	Count	Frequency (%)
7539.78	1	0.1%
7385.09	1	0.1%
7256.24	1	0.1%
7249.19	1	0.1%
7193.58	1	0.1%
7181.37	1	0.1%
7013.18	1	0.1%
7003	1	0.1%
6961.76	1	0.1%
6916.98	1	0.1%

weekly_icu_admissions
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1107
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2534.1435

Minimum	0
Maximum	8988
Zeros	67
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	944.75
median	2037.5
Q3	3631.5
95-th percentile	6582
Maximum	8988
Range	8988
Interquartile range (IQR)	2686.75

Descriptive statistics

Standard deviation	2084.0396
Coefficient of variation (CV)	0.82238422
Kurtosis	-0.16378978
Mean	2534.1435
Median Absolute Deviation (MAD)	1206
Skewness	0.83020692
Sum	3461640
Variance	4343221.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67	4.9%
20	6	0.4%
23	5	0.4%
16	5	0.4%
95	4	0.3%
24	4	0.3%
2238	3	0.2%
934	3	0.2%
1475	3	0.2%
2563	3	0.2%
Other values (1097)	1263	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67	4.9%
3	1	0.1%
4	3	0.2%
5	2	0.1%
6	2	0.1%
8	1	0.1%
11	3	0.2%
13	3	0.2%
15	3	0.2%
16	5	0.4%

Value	Count	Frequency (%)
8988	1	0.1%
8627	1	0.1%
8462	1	0.1%
8427	1	0.1%
8358	1	0.1%
8297	1	0.1%
8148	2	0.1%
8122	1	0.1%
8054	1	0.1%
7953	1	0.1%

hosp_patients_per_million
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1313
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3694.1294

Minimum	0
Maximum	12084.123
Zeros	51
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	30.20125
Q1	1442.8035
median	2718.3865
Q3	5890.2778
95-th percentile	9646.8573
Maximum	12084.123
Range	12084.123
Interquartile range (IQR)	4447.4743

Descriptive statistics

Standard deviation	3024.2464
Coefficient of variation (CV)	0.8186628
Kurtosis	-0.40972984
Mean	3694.1294
Median Absolute Deviation (MAD)	1652.214
Skewness	0.81409758
Sum	5046180.8
Variance	9146066.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51	3.7%
0.754	3	0.2%
9079.828	2	0.1%
26.764	1	0.1%
3881.514	1	0.1%
4059.585	1	0.1%
4253.865	1	0.1%
4318.136	1	0.1%
4231.388	1	0.1%
4062.019	1	0.1%
Other values (1303)	1303	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	3.7%
0.754	3	0.2%
2.151	1	0.1%
3.295	1	0.1%
3.532	1	0.1%
5.903	1	0.1%
7.682	1	0.1%
9.325	1	0.1%
11.054	1	0.1%
12.003	1	0.1%

Value	Count	Frequency (%)
12084.123	1	0.1%
12028.627	1	0.1%
11794.784	1	0.1%
11594.962	1	0.1%
11559.431	1	0.1%
11511.179	1	0.1%
11508.131	1	0.1%
11488.52	1	0.1%
11417.888	1	0.1%
11374.939	1	0.1%

icu_patients
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1279
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18599.351

Minimum	0
Maximum	64534
Zeros	54
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	171
Q1	5732.25
median	10873.5
Q3	31703.75
95-th percentile	49423.75
Maximum	64534
Range	64534
Interquartile range (IQR)	25971.5

Descriptive statistics

Standard deviation	16553.926
Coefficient of variation (CV)	0.89002712
Kurtosis	-0.4670441
Mean	18599.351
Median Absolute Deviation (MAD)	9463.5
Skewness	0.8008415
Sum	25406713
Variance	2.7403248 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54	4.0%
6071	3	0.2%
16874	2	0.1%
6626	2	0.1%
1200	2	0.1%
5333	2	0.1%
4984	2	0.1%
5020	2	0.1%
1769	2	0.1%
11765	2	0.1%
Other values (1269)	1293	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	4.0%
8	1	0.1%
10	1	0.1%
18	1	0.1%
19	1	0.1%
22	2	0.1%
26	1	0.1%
27	1	0.1%
35	1	0.1%
36	1	0.1%

Value	Count	Frequency (%)
64534	1	0.1%
64210	1	0.1%
64002	1	0.1%
63084	1	0.1%
63000	1	0.1%
62996	1	0.1%
62978	1	0.1%
62966	1	0.1%
62811	1	0.1%
62777	1	0.1%

tests_per_case
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	896
Distinct (%)	65.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166016.07

Minimum	0
Maximum	1047002.5
Zeros	469
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19256.3
Q3	329483
95-th percentile	653349.65
Maximum	1047002.5
Range	1047002.5
Interquartile range (IQR)	329483

Descriptive statistics

Standard deviation	232867.3
Coefficient of variation (CV)	1.4026793
Kurtosis	0.90281284
Mean	166016.07
Median Absolute Deviation (MAD)	19256.3
Skewness	1.3603063
Sum	2.2677795 × 10⁸
Variance	5.4227179 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	469	34.3%
38.5	2	0.1%
8.5	2	0.1%
361632.1	1	0.1%
305530.8	1	0.1%
322861.8	1	0.1%
353752.3	1	0.1%
366050.1	1	0.1%
376125.7	1	0.1%
390483.9	1	0.1%
Other values (886)	886	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	469	34.3%
4.1	1	0.1%
4.4	1	0.1%
4.5	1	0.1%
5.4	1	0.1%
6	1	0.1%
6.1	1	0.1%
7.1	1	0.1%
8.5	2	0.1%
9	1	0.1%

Value	Count	Frequency (%)
1047002.5	1	0.1%
999097.9	1	0.1%
981984.4	1	0.1%
963422	1	0.1%
931837.4	1	0.1%
930272.1	1	0.1%
924963.6	1	0.1%
921468.8	1	0.1%
914627.9	1	0.1%
911439.4	1	0.1%

people_fully_vaccinated
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1020
Distinct (%)	74.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2678428 × 10⁹

Minimum	0
Maximum	1.8944195 × 10¹⁰
Zeros	347
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.1839823 × 10¹⁰
Q3	1.714247 × 10¹⁰
95-th percentile	1.7648889 × 10¹⁰
Maximum	1.8944195 × 10¹⁰
Range	1.8944195 × 10¹⁰
Interquartile range (IQR)	1.714247 × 10¹⁰

Descriptive statistics

Standard deviation	7.9204055 × 10⁹
Coefficient of variation (CV)	0.85461155
Kurtosis	-1.8522708
Mean	9.2678428 × 10⁹
Median Absolute Deviation (MAD)	5.7373549 × 10⁹
Skewness	-0.14398444
Sum	1.2659873 × 10¹³
Variance	6.2732823 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	25.4%
1.74010088 × 10¹⁰	1	0.1%
1.724252775 × 10¹⁰	1	0.1%
1.75469622 × 10¹⁰	1	0.1%
1.753911317 × 10¹⁰	1	0.1%
1.73245183 × 10¹⁰	1	0.1%
1.734784794 × 10¹⁰	1	0.1%
1.745872981 × 10¹⁰	1	0.1%
1.747352468 × 10¹⁰	1	0.1%
1.737003255 × 10¹⁰	1	0.1%
Other values (1010)	1010	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	25.4%
38676	1	0.1%
39332	1	0.1%
40644	1	0.1%
42716	1	0.1%
46020	1	0.1%
51324	1	0.1%
55976	1	0.1%
59268	1	0.1%
65964	1	0.1%

Value	Count	Frequency (%)
1.894419518 × 10¹⁰	1	0.1%
1.888425236 × 10¹⁰	1	0.1%
1.882989249 × 10¹⁰	1	0.1%
1.877428484 × 10¹⁰	1	0.1%
1.870940509 × 10¹⁰	1	0.1%
1.869684624 × 10¹⁰	1	0.1%
1.867312099 × 10¹⁰	1	0.1%
1.866840665 × 10¹⁰	1	0.1%
1.86532485 × 10¹⁰	1	0.1%
1.863750941 × 10¹⁰	1	0.1%

total_cases_per_million
Real number (ℝ)

Distinct	1355
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22486711

Minimum	0
Maximum	49361589
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4082.6993
Q1	3019865.1
median	13528844
Q3	45505923
95-th percentile	49209386
Maximum	49361589
Range	49361589
Interquartile range (IQR)	42486058

Descriptive statistics

Standard deviation	19852260
Coefficient of variation (CV)	0.88284407
Kurtosis	-1.7039173
Mean	22486711
Median Absolute Deviation (MAD)	13457616
Skewness	0.23185977
Sum	3.0716848 × 10¹⁰
Variance	3.9411222 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49361589	4	0.3%
27.43	4	0.3%
27.571	3	0.2%
0	3	0.2%
0.023	2	0.1%
39357604.7	1	0.1%
39926745.3	1	0.1%
39883343.15	1	0.1%
39827189.41	1	0.1%
39738058.83	1	0.1%
Other values (1345)	1345	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.2%
0.017	1	0.1%
0.023	2	0.1%
0.202	1	0.1%
27.43	4	0.3%
27.489	1	0.1%
27.503	1	0.1%
27.531	1	0.1%
27.571	3	0.2%
27.59	1	0.1%

Value	Count	Frequency (%)
49361589	4	0.3%
49361577.02	1	0.1%
49361566.41	1	0.1%
49361288.37	1	0.1%
49361286.42	1	0.1%
49361284.76	1	0.1%
49359190.19	1	0.1%
49356589.89	1	0.1%
49355718.03	1	0.1%
49355661.97	1	0.1%

total_boosters_per_hundred
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	912
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1176.0696

Minimum	0
Maximum	3688.62
Zeros	387
Zeros (%)	28.3%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	543.175
Q3	2622.715
95-th percentile	3094.935
Maximum	3688.62
Range	3688.62
Interquartile range (IQR)	2622.715

Descriptive statistics

Standard deviation	1267.5552
Coefficient of variation (CV)	1.0777893
Kurtosis	-1.5474775
Mean	1176.0696
Median Absolute Deviation (MAD)	543.175
Skewness	0.41306279
Sum	1606511
Variance	1606696.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	387	28.3%
0.07	6	0.4%
0.15	6	0.4%
0.01	6	0.4%
0.09	5	0.4%
0.13	5	0.4%
0.05	4	0.3%
0.17	4	0.3%
0.16	4	0.3%
0.43	3	0.2%
Other values (902)	936	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	387	28.3%
0.01	6	0.4%
0.02	3	0.2%
0.03	3	0.2%
0.04	2	0.1%
0.05	4	0.3%
0.06	2	0.1%
0.07	6	0.4%
0.09	5	0.4%
0.1	1	0.1%

Value	Count	Frequency (%)
3688.62	1	0.1%
3608.68	1	0.1%
3558.01	1	0.1%
3517.7	1	0.1%
3453.89	1	0.1%
3449.26	1	0.1%
3435.65	1	0.1%
3432.84	1	0.1%
3428.54	1	0.1%
3427.62	1	0.1%

people_fully_vaccinated_per_hundred
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1002
Distinct (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2472.1447

Minimum	0
Maximum	6718.98
Zeros	356
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2364.985
Q3	4445.055
95-th percentile	5828.8525
Maximum	6718.98
Range	6718.98
Interquartile range (IQR)	4445.055

Descriptive statistics

Standard deviation	2138.0546
Coefficient of variation (CV)	0.86485818
Kurtosis	-1.4258185
Mean	2472.1447
Median Absolute Deviation (MAD)	2336.465
Skewness	0.17671002
Sum	3376949.7
Variance	4571277.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	356	26.1%
0.01	6	0.4%
0.02	3	0.2%
3077.29	2	0.1%
4355.54	2	0.1%
3961.83	1	0.1%
3291.7	1	0.1%
4549.14	1	0.1%
4065.92	1	0.1%
3800.78	1	0.1%
Other values (992)	992	72.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	356	26.1%
0.01	6	0.4%
0.02	3	0.2%
0.03	1	0.1%
0.03	1	0.1%
0.04	1	0.1%
0.05	1	0.1%
0.07	1	0.1%
0.12	1	0.1%
0.22	1	0.1%

Value	Count	Frequency (%)
6718.98	1	0.1%
6709.75	1	0.1%
6654.85	1	0.1%
6621.66	1	0.1%
6604.8	1	0.1%
6575.88	1	0.1%
6483.11	1	0.1%
6420.59	1	0.1%
6407.24	1	0.1%
6374.37	1	0.1%

total_boosters
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1001
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8307951 × 10⁹

Minimum	0
Maximum	1.032276 × 10¹⁰
Zeros	363
Zeros (%)	26.6%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7.0938463 × 10⁸
Q3	8.9274277 × 10⁹
95-th percentile	9.3711984 × 10⁹
Maximum	1.032276 × 10¹⁰
Range	1.032276 × 10¹⁰
Interquartile range (IQR)	8.9274277 × 10⁹

Descriptive statistics

Standard deviation	4.1620288 × 10⁹
Coefficient of variation (CV)	1.0864661
Kurtosis	-1.7758937
Mean	3.8307951 × 10⁹
Median Absolute Deviation (MAD)	7.0938463 × 10⁸
Skewness	0.30765781
Sum	5.2328661 × 10¹²
Variance	1.7322484 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	363	26.6%
4	3	0.2%
8	2	0.1%
8989075022	1	0.1%
9022434589	1	0.1%
8975095274	1	0.1%
8986690612	1	0.1%
9088443839	1	0.1%
8966212290	1	0.1%
9014225515	1	0.1%
Other values (991)	991	72.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	363	26.6%
4	3	0.2%
8	2	0.1%
47	1	0.1%
63	1	0.1%
67	1	0.1%
104	1	0.1%
133	1	0.1%
150	1	0.1%
153	1	0.1%

Value	Count	Frequency (%)
1.032275988 × 10¹⁰	1	0.1%
1.028959429 × 10¹⁰	1	0.1%
1.024549372 × 10¹⁰	1	0.1%
1.019000117 × 10¹⁰	1	0.1%
1.015012912 × 10¹⁰	1	0.1%
9986030080	1	0.1%
9876367593	1	0.1%
9855479096	1	0.1%
9574433237	1	0.1%
9563772825	1	0.1%

weekly_icu_admissions_per_million
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1284
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.735427

Minimum	0
Maximum	515.688
Zeros	67
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.411
Q1	28.038
median	48.833
Q3	105.59225
95-th percentile	225.2505
Maximum	515.688
Range	515.688
Interquartile range (IQR)	77.55425

Descriptive statistics

Standard deviation	82.065397
Coefficient of variation (CV)	1.0694591
Kurtosis	6.118871
Mean	76.735427
Median Absolute Deviation (MAD)	30.572
Skewness	2.195975
Sum	104820.59
Variance	6734.7294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67	4.9%
37.441	2	0.1%
0.604	2	0.1%
0.491	2	0.1%
28.989	2	0.1%
37.54	2	0.1%
0.747	2	0.1%
52.685	2	0.1%
43.559	2	0.1%
47.853	2	0.1%
Other values (1274)	1281	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67	4.9%
0.264	1	0.1%
0.407	1	0.1%
0.423	2	0.1%
0.453	1	0.1%
0.468	1	0.1%
0.487	1	0.1%
0.491	2	0.1%
0.503	1	0.1%
0.529	2	0.1%

Value	Count	Frequency (%)
515.688	1	0.1%
487.461	1	0.1%
479.899	1	0.1%
472.897	1	0.1%
472.1	1	0.1%
471.752	1	0.1%
463.194	1	0.1%
462.463	1	0.1%
457.577	1	0.1%
448.927	1	0.1%

icu_patients_per_million
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1313
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	447.70381

Minimum	0
Maximum	1636.821
Zeros	54
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3.07875
Q1	111.245
median	242.5415
Q3	753.6745
95-th percentile	1276.612
Maximum	1636.821
Range	1636.821
Interquartile range (IQR)	642.4295

Descriptive statistics

Standard deviation	427.7814
Coefficient of variation (CV)	0.95550091
Kurtosis	-0.62780456
Mean	447.70381
Median Absolute Deviation (MAD)	232.747
Skewness	0.81085622
Sum	611563.4
Variance	182996.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54	4.0%
215.411	1	0.1%
184.49	1	0.1%
187.908	1	0.1%
190.268	1	0.1%
188.842	1	0.1%
175.604	1	0.1%
193.951	1	0.1%
167.676	1	0.1%
166.057	1	0.1%
Other values (1303)	1303	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	4.0%
0.44	1	0.1%
0.593	1	0.1%
0.61	1	0.1%
0.762	1	0.1%
0.821	1	0.1%
0.949	1	0.1%
1.084	1	0.1%
1.408	1	0.1%
1.465	1	0.1%

Value	Count	Frequency (%)
1636.821	1	0.1%
1636.285	1	0.1%
1591.735	1	0.1%
1585.081	1	0.1%
1583.468	1	0.1%
1573.413	1	0.1%
1563.538	1	0.1%
1517.788	1	0.1%
1506.955	1	0.1%
1477.527	1	0.1%

total_cases
Real number (ℝ)

Distinct	1355
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4766797 × 10⁹

Minimum	0
Maximum	3.2662017 × 10⁹
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	455877.75
Q1	2.8374091 × 10⁸
median	1.0522929 × 10⁹
Q3	2.6600109 × 10⁹
95-th percentile	3.2557076 × 10⁹
Maximum	3.2662017 × 10⁹
Range	3.2662017 × 10⁹
Interquartile range (IQR)	2.37627 × 10⁹

Descriptive statistics

Standard deviation	1.2267698 × 10⁹
Coefficient of variation (CV)	0.83076229
Kurtosis	-1.5385476
Mean	1.4766797 × 10⁹
Median Absolute Deviation (MAD)	1.032639 × 10⁹
Skewness	0.24462951
Sum	2.0171444 × 10¹²
Variance	1.5049641 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3266201673	4	0.3%
25	4	0.3%
213	3	0.2%
0	3	0.2%
21	2	0.1%
2317892943	1	0.1%
2346099548	1	0.1%
2343236761	1	0.1%
2340785679	1	0.1%
2339389155	1	0.1%
Other values (1345)	1345	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.2%
9	1	0.1%
14	1	0.1%
21	2	0.1%
25	4	0.3%
189	1	0.1%
193	1	0.1%
213	3	0.2%
217	1	0.1%
233	1	0.1%

Value	Count	Frequency (%)
3266201673	4	0.3%
3266197433	1	0.1%
3266195045	1	0.1%
3266191205	1	0.1%
3266190669	1	0.1%
3266190117	1	0.1%
3266112071	1	0.1%
3266038642	1	0.1%
3265986900	1	0.1%
3265982381	1	0.1%

total_vaccinations
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1028
Distinct (%)	75.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5051971 × 10¹⁰

Minimum	0
Maximum	5.0067372 × 10¹⁰
Zeros	338
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.5
median	3.0210787 × 10¹⁰
Q3	4.5496185 × 10¹⁰
95-th percentile	4.8811555 × 10¹⁰
Maximum	5.0067372 × 10¹⁰
Range	5.0067372 × 10¹⁰
Interquartile range (IQR)	4.5496185 × 10¹⁰

Descriptive statistics

Standard deviation	2.0845 × 10¹⁰
Coefficient of variation (CV)	0.83207029
Kurtosis	-1.7981996
Mean	2.5051971 × 10¹⁰
Median Absolute Deviation (MAD)	1.7824861 × 10¹⁰
Skewness	-0.15275249
Sum	3.4220992 × 10¹³
Variance	4.3451404 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	338	24.7%
4	2	0.1%
4.86616481 × 10¹⁰	1	0.1%
4.937672916 × 10¹⁰	1	0.1%
4.871551379 × 10¹⁰	1	0.1%
4.854628638 × 10¹⁰	1	0.1%
4.881060258 × 10¹⁰	1	0.1%
4.902117636 × 10¹⁰	1	0.1%
4.875523167 × 10¹⁰	1	0.1%
4.920136053 × 10¹⁰	1	0.1%
Other values (1018)	1018	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	338	24.7%
4	2	0.1%
5	1	0.1%
10	1	0.1%
28	1	0.1%
39	1	0.1%
40	1	0.1%
56	1	0.1%
60	1	0.1%
182528	1	0.1%

Value	Count	Frequency (%)
5.006737151 × 10¹⁰	1	0.1%
4.980934752 × 10¹⁰	1	0.1%
4.977957111 × 10¹⁰	1	0.1%
4.974132634 × 10¹⁰	1	0.1%
4.972888198 × 10¹⁰	1	0.1%
4.972124095 × 10¹⁰	1	0.1%
4.971971429 × 10¹⁰	1	0.1%
4.964885614 × 10¹⁰	1	0.1%
4.960406467 × 10¹⁰	1	0.1%
4.958950362 × 10¹⁰	1	0.1%

hosp_patients
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1307
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111657.25

Minimum	0
Maximum	363932
Zeros	51
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1209.75
Q1	56808
median	93951
Q3	151361.75
95-th percentile	292081.25
Maximum	363932
Range	363932
Interquartile range (IQR)	94553.75

Descriptive statistics

Standard deviation	82450.504
Coefficient of variation (CV)	0.73842498
Kurtosis	0.48990952
Mean	111657.25
Median Absolute Deviation (MAD)	47656
Skewness	0.96552984
Sum	1.5252381 × 10⁸
Variance	6.7980856 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51	3.7%
1	3	0.2%
78856	2	0.1%
26777	2	0.1%
162109	2	0.1%
62063	2	0.1%
69403	2	0.1%
12881	2	0.1%
197561	2	0.1%
122245	1	0.1%
Other values (1297)	1297	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	3.7%
1	3	0.2%
116	1	0.1%
127	1	0.1%
146	1	0.1%
151	1	0.1%
165	1	0.1%
305	1	0.1%
360	1	0.1%
367	1	0.1%

Value	Count	Frequency (%)
363932	1	0.1%
358785	1	0.1%
356423	1	0.1%
352117	1	0.1%
348415	1	0.1%
348294	1	0.1%
348203	1	0.1%
347719	1	0.1%
347324	1	0.1%
346888	1	0.1%

new_deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1300
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21305.586

Minimum	0
Maximum	127161
Zeros	19
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	53.6 KiB

Quantile statistics

Minimum	0
5-th percentile	121.5
Q1	4005
median	19927
Q3	32573.25
95-th percentile	54062
Maximum	127161
Range	127161
Interquartile range (IQR)	28568.25

Descriptive statistics

Standard deviation	19948.296
Coefficient of variation (CV)	0.93629419
Kurtosis	3.7336025
Mean	21305.586
Median Absolute Deviation (MAD)	14658
Skewness	1.4799899
Sum	29103430
Variance	3.9793452 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	1.4%
4	7	0.5%
8	4	0.3%
233	3	0.2%
71	3	0.2%
33354	2	0.1%
273	2	0.1%
376	2	0.1%
1245	2	0.1%
107	2	0.1%
Other values (1290)	1320	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	1.4%
4	7	0.5%
8	4	0.3%
10	1	0.1%
12	1	0.1%
15	1	0.1%
20	1	0.1%
27	1	0.1%
32	1	0.1%
44	1	0.1%

Value	Count	Frequency (%)
127161	1	0.1%
121747	1	0.1%
119109	1	0.1%
118854	1	0.1%
118526	1	0.1%
118007	1	0.1%
111691	1	0.1%
110867	1	0.1%
107400	1	0.1%
107233	1	0.1%

Auto

Heatmap
Table

	people_vaccinated	total_vaccinations_per_hundred	stringency_index	weekly_hosp_admissions_per_million	new_tests_smoothed	people_vaccinated_per_hundred	weekly_icu_admissions	hosp_patients_per_million	icu_patients	tests_per_case	people_fully_vaccinated	total_cases_per_million	total_boosters_per_hundred	people_fully_vaccinated_per_hundred	total_boosters	weekly_icu_admissions_per_million	icu_patients_per_million	total_cases	total_vaccinations	hosp_patients	new_deaths
people_vaccinated	1.000	0.782	-0.736	-0.042	-0.439	0.691	-0.038	-0.031	-0.317	-0.641	0.994	0.905	0.931	0.745	0.956	-0.222	-0.401	0.905	0.972	-0.024	-0.399
total_vaccinations_per_hundred	0.782	1.000	-0.432	0.325	0.070	0.975	0.299	0.309	0.043	-0.291	0.758	0.642	0.898	0.992	0.682	0.129	-0.033	0.642	0.798	0.318	-0.064
stringency_index	-0.736	-0.432	1.000	0.442	0.630	-0.340	0.457	0.451	0.677	0.772	-0.755	-0.783	-0.641	-0.405	-0.809	0.607	0.770	-0.783	-0.717	0.436	0.749
weekly_hosp_admissions_per_million	-0.042	0.325	0.442	1.000	0.607	0.366	0.929	0.943	0.831	0.501	-0.076	-0.158	0.082	0.335	-0.167	0.894	0.823	-0.158	-0.022	0.932	0.726
new_tests_smoothed	-0.439	0.070	0.630	0.607	1.000	0.232	0.637	0.620	0.795	0.853	-0.468	-0.475	-0.328	0.141	-0.506	0.723	0.814	-0.475	-0.465	0.629	0.785
people_vaccinated_per_hundred	0.691	0.975	-0.340	0.366	0.232	1.000	0.346	0.358	0.154	-0.152	0.666	0.559	0.802	0.990	0.595	0.207	0.078	0.559	0.698	0.371	0.057
weekly_icu_admissions	-0.038	0.299	0.457	0.929	0.637	0.346	1.000	0.925	0.848	0.555	-0.067	-0.144	0.074	0.307	-0.144	0.936	0.857	-0.144	-0.017	0.915	0.734
hosp_patients_per_million	-0.031	0.309	0.451	0.943	0.620	0.358	0.925	1.000	0.864	0.529	-0.063	-0.144	0.067	0.324	-0.146	0.860	0.860	-0.144	-0.014	0.975	0.730
icu_patients	-0.317	0.043	0.677	0.831	0.795	0.154	0.848	0.864	1.000	0.786	-0.343	-0.370	-0.245	0.078	-0.401	0.880	0.962	-0.370	-0.308	0.893	0.901
tests_per_case	-0.641	-0.291	0.772	0.501	0.853	-0.152	0.555	0.529	0.786	1.000	-0.664	-0.637	-0.578	-0.240	-0.695	0.700	0.822	-0.637	-0.655	0.528	0.801
people_fully_vaccinated	0.994	0.758	-0.755	-0.076	-0.468	0.666	-0.067	-0.063	-0.343	-0.664	1.000	0.922	0.919	0.722	0.969	-0.249	-0.426	0.922	0.971	-0.056	-0.423
total_cases_per_million	0.905	0.642	-0.783	-0.158	-0.475	0.559	-0.144	-0.144	-0.370	-0.637	0.922	1.000	0.820	0.615	0.967	-0.295	-0.451	1.000	0.895	-0.133	-0.452
total_boosters_per_hundred	0.931	0.898	-0.641	0.082	-0.328	0.802	0.074	0.067	-0.245	-0.578	0.919	0.820	1.000	0.856	0.866	-0.122	-0.322	0.820	0.954	0.074	-0.336
people_fully_vaccinated_per_hundred	0.745	0.992	-0.405	0.335	0.141	0.990	0.307	0.324	0.078	-0.240	0.722	0.615	0.856	1.000	0.652	0.150	0.005	0.615	0.754	0.334	-0.028
total_boosters	0.956	0.682	-0.809	-0.167	-0.506	0.595	-0.144	-0.146	-0.401	-0.695	0.969	0.967	0.866	0.652	1.000	-0.316	-0.482	0.967	0.938	-0.137	-0.472
weekly_icu_admissions_per_million	-0.222	0.129	0.607	0.894	0.723	0.207	0.936	0.860	0.880	0.700	-0.249	-0.295	-0.122	0.150	-0.316	1.000	0.921	-0.295	-0.208	0.842	0.858
icu_patients_per_million	-0.401	-0.033	0.770	0.823	0.814	0.078	0.857	0.860	0.962	0.822	-0.426	-0.451	-0.322	0.005	-0.482	0.921	1.000	-0.451	-0.397	0.846	0.919
total_cases	0.905	0.642	-0.783	-0.158	-0.475	0.559	-0.144	-0.144	-0.370	-0.637	0.922	1.000	0.820	0.615	0.967	-0.295	-0.451	1.000	0.895	-0.133	-0.452
total_vaccinations	0.972	0.798	-0.717	-0.022	-0.465	0.698	-0.017	-0.014	-0.308	-0.655	0.971	0.895	0.954	0.754	0.938	-0.208	-0.397	0.895	1.000	-0.003	-0.399
hosp_patients	-0.024	0.318	0.436	0.932	0.629	0.371	0.915	0.975	0.893	0.528	-0.056	-0.133	0.074	0.334	-0.137	0.842	0.846	-0.133	-0.003	1.000	0.737
new_deaths	-0.399	-0.064	0.749	0.726	0.785	0.057	0.734	0.730	0.901	0.801	-0.423	-0.452	-0.336	-0.028	-0.472	0.858	0.919	-0.452	-0.399	0.737	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	people_vaccinated	total_vaccinations_per_hundred	stringency_index	weekly_hosp_admissions_per_million	new_tests_smoothed	people_vaccinated_per_hundred	weekly_icu_admissions	hosp_patients_per_million	icu_patients	tests_per_case	people_fully_vaccinated	total_cases_per_million	total_boosters_per_hundred	people_fully_vaccinated_per_hundred	total_boosters	weekly_icu_admissions_per_million	icu_patients_per_million	total_cases	total_vaccinations	hosp_patients	new_deaths
date
2020-01-01	0.0	0.0	0.00	0.0	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2020-01-02	0.0	0.0	0.00	0.0	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2020-01-03	0.0	0.0	25.01	0.0	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2020-01-04	0.0	0.0	25.01	0.0	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.202	0.0	0.0	0.0	0.0	0.0	14.0	0.0	0.0	0.0
2020-01-05	0.0	0.0	27.79	0.0	0.0	0.0	0.0	0.000	0.0	0.0	0.0	0.017	0.0	0.0	0.0	0.0	0.0	9.0	0.0	0.0	15.0
2020-01-06	0.0	0.0	38.90	0.0	0.0	0.0	0.0	0.754	0.0	0.0	0.0	0.023	0.0	0.0	0.0	0.0	0.0	21.0	0.0	1.0	0.0
2020-01-07	0.0	0.0	41.68	0.0	0.0	0.0	0.0	0.000	0.0	6.0	0.0	0.023	0.0	0.0	0.0	0.0	0.0	21.0	0.0	0.0	0.0
2020-01-08	0.0	0.0	44.46	0.0	155.0	0.0	0.0	0.000	0.0	6.1	0.0	27.430	0.0	0.0	0.0	0.0	0.0	25.0	0.0	0.0	0.0
2020-01-09	0.0	0.0	44.46	0.0	159.0	0.0	0.0	0.000	0.0	7.1	0.0	27.430	0.0	0.0	0.0	0.0	0.0	25.0	0.0	0.0	0.0
2020-01-10	0.0	0.0	44.46	0.0	177.0	0.0	0.0	0.000	0.0	9.6	0.0	27.430	0.0	0.0	0.0	0.0	0.0	25.0	0.0	0.0	0.0

	people_vaccinated	total_vaccinations_per_hundred	stringency_index	weekly_hosp_admissions_per_million	new_tests_smoothed	people_vaccinated_per_hundred	weekly_icu_admissions	hosp_patients_per_million	icu_patients	tests_per_case	people_fully_vaccinated	total_cases_per_million	total_boosters_per_hundred	people_fully_vaccinated_per_hundred	total_boosters	weekly_icu_admissions_per_million	icu_patients_per_million	total_cases	total_vaccinations	hosp_patients	new_deaths
date
2023-09-18	1.797442e+10	4234.24	0.0	77.644	0.0	1554.24	99.0	259.382	211.0	0.0	1.660642e+10	4.935919e+07	1021.17	1561.02	8.987310e+09	3.611	6.135	3.266112e+09	4.357158e+10	6191.0	309.0
2023-09-19	1.816044e+10	4381.31	0.0	42.654	0.0	1807.36	103.0	146.532	208.0	0.0	1.676625e+10	4.936128e+07	1084.86	1633.01	9.043591e+09	3.720	5.839	3.266190e+09	4.393788e+10	5891.0	321.0
2023-09-20	1.773175e+10	3892.56	0.0	45.399	0.0	1464.02	108.0	222.629	454.0	0.0	1.640049e+10	4.936129e+07	1017.37	1398.32	8.958071e+09	4.040	6.358	3.266191e+09	4.323686e+10	21701.0	4.0
2023-09-21	1.758025e+10	3681.49	0.0	44.323	0.0	1375.52	30.0	50.499	27.0	0.0	1.625830e+10	4.936129e+07	977.51	1315.26	8.889642e+09	2.322	1.953	3.266191e+09	4.287532e+10	1188.0	0.0
2023-09-22	1.758034e+10	3777.85	0.0	42.719	0.0	1460.51	31.0	31.345	22.0	0.0	1.625631e+10	4.936157e+07	977.71	1363.84	8.889786e+09	2.417	1.713	3.266195e+09	4.287103e+10	556.0	4.0
2023-09-23	1.773281e+10	3918.28	0.0	20.371	0.0	1480.80	16.0	12.003	10.0	0.0	1.639944e+10	4.936158e+07	1069.35	1384.11	8.960408e+09	1.525	0.821	3.266197e+09	4.323690e+10	146.0	8.0
2023-09-24	1.772418e+10	3678.88	0.0	0.000	0.0	1482.79	0.0	11.054	8.0	0.0	1.636889e+10	4.936159e+07	997.95	1330.03	8.951567e+09	0.000	0.762	3.266202e+09	4.320562e+10	116.0	88.0
2023-09-25	1.754046e+10	3325.08	0.0	19.813	0.0	1206.35	13.0	26.250	18.0	0.0	1.622053e+10	4.936159e+07	785.31	1231.54	8.846812e+09	0.740	1.408	3.266202e+09	4.275544e+10	360.0	0.0
2023-09-26	1.778454e+10	3859.85	0.0	20.383	0.0	1553.62	15.0	26.764	22.0	0.0	1.636515e+10	4.936159e+07	967.41	1343.62	8.940263e+09	0.854	1.636	3.266202e+09	4.331449e+10	367.0	0.0
2023-09-27	1.757173e+10	2782.01	0.0	20.781	0.0	1090.99	13.0	26.897	19.0	0.0	1.633132e+10	4.936159e+07	601.79	1101.14	8.812402e+09	0.740	1.465	3.266202e+09	4.278562e+10	368.0	0.0

Most frequently occurring

	people_vaccinated	total_vaccinations_per_hundred	stringency_index	weekly_hosp_admissions_per_million	new_tests_smoothed	people_vaccinated_per_hundred	weekly_icu_admissions	hosp_patients_per_million	icu_patients	tests_per_case	people_fully_vaccinated	total_cases_per_million	total_boosters_per_hundred	people_fully_vaccinated_per_hundred	total_boosters	weekly_icu_admissions_per_million	icu_patients_per_million	total_cases	total_vaccinations	hosp_patients	new_deaths	# duplicates
0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring